{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cb57ae58",
   "metadata": {},
   "source": [
    "- references\n",
    "    - https://github.com/dave1010/tree-of-thought-prompting\n",
    "    - https://github.com/holarissun/PanelGPT\n",
    "    - https://www.promptingguide.ai/techniques/tot\n",
    "    - https://github.com/kyegomez/tree-of-thoughts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8df6cadd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-06T14:55:04.969102Z",
     "start_time": "2024-03-06T14:55:04.962702Z"
    }
   },
   "outputs": [],
   "source": [
    "from IPython.display import Image\n",
    "import os\n",
    "os.environ['http_proxy'] = 'http://127.0.0.1:7890'\n",
    "os.environ['https_proxy'] = 'http://127.0.0.1:7890'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76182765",
   "metadata": {},
   "source": [
    "## complex problem reasoning"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3488993d",
   "metadata": {},
   "source": [
    "```\n",
    "Bob is in the living room.\n",
    "He walks to the kitchen, carrying a cup.\n",
    "He puts a ball in the cup and carries the cup to the bedroom.\n",
    "He turns the cup upside down, then walks to the garden.\n",
    "He puts the cup down in the garden, then walks to the garage.\n",
    "Where is the ball?\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1b0082e",
   "metadata": {},
   "source": [
    "- chatgpt 3.5\n",
    "    - The ball is in the garden. When Bob puts the cup down in the garden, he also puts the ball, which was previously inside the cup, down in the garden.\n",
    "- gpt 4\n",
    "    - The ball is in the bedroom. When Bob turns the cup upside down in the bedroom, it implies that he empties the contents of the cup, which includes the ball, into the bedroom. Therefore, the ball remains there even as he moves to the garden and then to the garage."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c60190c",
   "metadata": {},
   "source": [
    "## ToT"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07b7beb8",
   "metadata": {},
   "source": [
    "- highly structured prompt => 提升复杂问题的准确率；\n",
    "    - chains(linear) => trees => graphs\n",
    "    - Tree of Thoughts\n",
    "        - https://arxiv.org/pdf/2305.10601.pdf\n",
    "        - https://github.com/princeton-nlp/tree-of-thought-llm\n",
    "    - 自回归（AR，AutoRegressive）模型天然的一种局限\n",
    "        - linear reasoning，串行的，from left to right；\n",
    "        - 走了一条错误的路径，天然地不支持回溯；\n",
    "            - 4 5 6 10 => 24\n",
    "            - (4+5) => left (9, 6, 10)\n",
    "        - 幻觉导致出错；\n",
    "\n",
    "- task specific, 受限于特定任务，manual design，没有那么 general\n",
    "    - root node 就是初始的问题，每个节点都是一个thought（继承的CoT），一种思维；\n",
    "    - proposals：对节点的展开（thought => subthoughts)，当前节点下最有可能的展开/推导；\n",
    "        - gpt backend\n",
    "    - evaluate：对节点的评估，保留 k 个，一种beam search width；\n",
    "        - gpt backend\n",
    "    - reduction, $f(n)\\rightarrow f(n-1)$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d8f3f6dd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-04T14:37:57.371443Z",
     "start_time": "2024-03-04T14:37:57.361803Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://www.promptingguide.ai/_next/image?url=%2F_next%2Fstatic%2Fmedia%2FTOT.3b13bc5e.png&w=3840&q=75\" width=\"500\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(url='https://www.promptingguide.ai/_next/image?url=%2F_next%2Fstatic%2Fmedia%2FTOT.3b13bc5e.png&w=3840&q=75', \n",
    "      width=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "57399c8c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-06T14:58:46.700112Z",
     "start_time": "2024-03-06T14:58:46.680507Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "image/png": {
       "width": 600
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('../../imgs/tot_dfs_bfs.png', width=600)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "992c9e30",
   "metadata": {},
   "source": [
    "### vanilla"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abf2727c",
   "metadata": {},
   "source": [
    "```\n",
    "Imagine three different experts are answering this question.\n",
    "All experts will write down 1 step of their thinking,\n",
    "then share it with the group.\n",
    "Then all experts will go on to the next step, etc.\n",
    "If any expert realises they're wrong at any point then they leave.\n",
    "The question is...\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3774b9df",
   "metadata": {},
   "source": [
    "### game 24"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73a457e7",
   "metadata": {},
   "source": [
    "- game 24\n",
    "    - 4 5 6 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c72394b9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-04T13:51:42.734324Z",
     "start_time": "2024-03-04T13:51:42.718945Z"
    }
   },
   "outputs": [],
   "source": [
    "from itertools import permutations, product\n",
    "\n",
    "# 定义一个求解函数，尝试通过加、减、乘、除运算得到结果24\n",
    "def solve_for_24(numbers):\n",
    "    # 定义所有可能的操作\n",
    "    operations = [lambda a, b: a + b, lambda a, b: a - b, lambda a, b: a * b, lambda a, b: a / b]\n",
    "    operation_symbols = ['+', '-', '*', '/']\n",
    "    \n",
    "    # 生成所有可能的数字排列组合以及所有可能的操作组合\n",
    "    for nums in permutations(numbers):\n",
    "        for ops in product(operations, repeat=3):\n",
    "            # 尝试应用操作\n",
    "            try:\n",
    "                result = ops[0](nums[0], nums[1])\n",
    "                result = ops[1](result, nums[2])\n",
    "                result = ops[2](result, nums[3])\n",
    "                \n",
    "                # 如果结果为24（考虑浮点数的精度问题），返回这个组合\n",
    "                if abs(result - 24) < 1e-6:\n",
    "                    # 将操作符号与数字配对以便打印\n",
    "                    op_symbols = [operation_symbols[operations.index(op)] for op in ops]\n",
    "                    expression = f\"(({nums[0]} {op_symbols[0]} {nums[1]}) {op_symbols[1]} {nums[2]}) {op_symbols[2]} {nums[3]}\"\n",
    "                    return expression\n",
    "            except ZeroDivisionError:\n",
    "                # 忽略除以零的错误\n",
    "                continue\n",
    "    # 如果没有找到解决方案，返回None\n",
    "    return None\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e6eb96db",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-04T13:51:44.391426Z",
     "start_time": "2024-03-04T13:51:44.381463Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'((4 * 5) - 6) + 10'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 给定的数字\n",
    "numbers = [4, 5, 6, 10]\n",
    "solve_for_24(numbers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5593274d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-04T13:51:56.154991Z",
     "start_time": "2024-03-04T13:51:56.142028Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'((14 - 8) / 2) * 8'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numbers = [2, 8, 8, 14]\n",
    "solve_for_24(numbers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b01cbd0a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-04T13:49:47.308552Z",
     "start_time": "2024-03-04T13:49:47.300687Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Input: 2 8 8 14\n",
      "Possible next steps:\n",
      "2 + 8 = 10 (left: 8 10 14)\n",
      "8 / 2 = 4 (left: 4 8 14)\n",
      "14 + 2 = 16 (left: 8 8 16)\n",
      "2 * 8 = 16 (left: 8 14 16)\n",
      "8 - 2 = 6 (left: 6 8 14)\n",
      "14 - 8 = 6 (left: 2 6 8)\n",
      "14 /  2 = 7 (left: 7 8 8)\n",
      "14 - 2 = 12 (left: 8 8 12)\n",
      "Input: 4 5 6 10\n",
      "Possible next steps:\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# first prompt with one shot\n",
    "print('Input: 2 8 8 14\\nPossible next steps:\\n2 + 8 = 10 (left: 8 10 14)\\n8 / 2 = 4 (left: 4 8 14)\\n14 + 2 = 16 (left: 8 8 16)\\n2 * 8 = 16 (left: 8 14 16)\\n8 - 2 = 6 (left: 6 8 14)\\n14 - 8 = 6 (left: 2 6 8)\\n14 /  2 = 7 (left: 7 8 8)\\n14 - 2 = 12 (left: 8 8 12)\\nInput: 4 5 6 10\\nPossible next steps:\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ff8dedd8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-04T14:06:06.918164Z",
     "start_time": "2024-03-04T14:06:06.910926Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4 + 5 = 9 (left: 6 9 10)\n",
      "5 + 6 = 11 (left: 4 10 11)\n",
      "10 - 4 = 6 (left: 5 6 6)\n",
      "10 - 5 = 5 (left: 4 5 6)\n",
      "6 - 4 = 2 (left: 2 5 10)\n",
      "6 / 4 = 1.5 (left: 1.5 5 10)\n",
      "10 / 5 = 2 (left: 2 4 6)\n",
      "10 / 4 = 2.5 (left: 2.5 5 6)\n"
     ]
    }
   ],
   "source": [
    "# first output\n",
    "# 8 个候选\n",
    "print('4 + 5 = 9 (left: 6 9 10)\\n5 + 6 = 11 (left: 4 10 11)\\n10 - 4 = 6 (left: 5 6 6)\\n10 - 5 = 5 (left: 4 5 6)\\n6 - 4 = 2 (left: 2 5 10)\\n6 / 4 = 1.5 (left: 1.5 5 10)\\n10 / 5 = 2 (left: 2 4 6)\\n10 / 4 = 2.5 (left: 2.5 5 6)')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7901c3e9",
   "metadata": {},
   "source": [
    "### evaluate 每个节点（proposal）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0105c911",
   "metadata": {},
   "source": [
    "- vote\n",
    "- value"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47aad4b8",
   "metadata": {},
   "source": [
    "#### vote"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "859272ef",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-06T14:52:37.466766Z",
     "start_time": "2024-03-06T14:52:37.459372Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Given an instruction and several choices, decide which choice is most promising. Analyze each choice in detail, then conclude in the last line \"The best choice is {s}\", where s the integer id of the choice.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# A simple zero-shot vote prompt (\"analyze chpoices below, \n",
    "# then conclude which is most promising for the instruction\") is used to sample 5 votes at beoth steps\n",
    "\n",
    "vote_prompt = '''Given an instruction and several choices, decide which choice is most promising. Analyze each choice in detail, then conclude in the last line \"The best choice is {s}\", where s the integer id of the choice.\n",
    "'''\n",
    "print(vote_prompt)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5a970d7",
   "metadata": {},
   "source": [
    "#### value"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17940a56",
   "metadata": {},
   "source": [
    "- `4 + 5 = 9 (left: 6 9 10)`：left 表示剩余，变成了什么\n",
    "\n",
    "```\n",
    "# prompt\n",
    "\n",
    "Evaluate if given numbers can reach 24 (sure/likely/impossible)\n",
    "10 14\n",
    "10 + 14 = 24\n",
    "sure\n",
    "11 12\n",
    "11 + 12 = 23\n",
    "12 - 11 = 1\n",
    "11 * 12 = 132\n",
    "11 / 12 = 0.91\n",
    "impossible\n",
    "4 4 10\n",
    "4 + 4 + 10 = 8 + 10 = 18\n",
    "4 * 10 - 4 = 40 - 4 = 36\n",
    "(10 - 4) * 4 = 6 * 4 = 24\n",
    "sure\n",
    "4 9 11\n",
    "9 + 11 + 4 = 20 + 4 = 24\n",
    "sure\n",
    "5 7 8\n",
    "5 + 7 + 8 = 12 + 8 = 20\n",
    "(8 - 5) * 7 = 3 * 7 = 21\n",
    "I cannot obtain 24 now, but numbers are within a reasonable range\n",
    "likely\n",
    "5 6 6\n",
    "5 + 6 + 6 = 17\n",
    "(6 - 5) * 6 = 1 * 6 = 6\n",
    "I cannot obtain 24 now, but numbers are within a reasonable range\n",
    "likely\n",
    "10 10 11\n",
    "10 + 10 + 11 = 31\n",
    "(11 - 10) * 10 = 10\n",
    "10 10 10 are all too big\n",
    "impossible\n",
    "1 3 3\n",
    "1 * 3 * 3 = 9\n",
    "(1 + 3) * 3 = 12\n",
    "1 3 3 are all too small\n",
    "impossible\n",
    "6 9 10\n",
    "\n",
    "# output\n",
    "6 + 9 + 10 = 25\n",
    "(10 - 6) * 9 = 4 * 9 = 36\n",
    "(10 / 6) * 9 = 1.6 * 9 = 14.4\n",
    "I cannot obtain 24 now, but numbers are within a reasonable range\n",
    "likely\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bc2cf27",
   "metadata": {},
   "source": [
    "```\n",
    "Input: 2 8 8 14\n",
    "Possible next steps:\n",
    "2 + 8 = 10 (left: 8 10 14)\n",
    "8 / 2 = 4 (left: 4 8 14)\n",
    "14 + 2 = 16 (left: 8 8 16)\n",
    "2 * 8 = 16 (left: 8 14 16)\n",
    "8 - 2 = 6 (left: 6 8 14)\n",
    "14 - 8 = 6 (left: 2 6 8)\n",
    "14 /  2 = 7 (left: 7 8 8)\n",
    "14 - 2 = 12 (left: 8 8 12)\n",
    "Input: 6 9 10\n",
    "Possible next steps:\n",
    "```"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
